{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZWyCsopQO3B7"
   },
   "source": [
    "# **Scene Text recognition using RestNet andTransformer¶**\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q166myMnRQdP"
   },
   "source": [
    "# **1. Description**\n",
    "\n",
    "There are alots of images which contain words or group of words . So it was challenging to scrap the given word from the image . Traditional optical character recognition (OCR) were used to detect the image . So, researcher have come across with an idea which help scrapping words from image using the combine concept of RestNet and Transformer more efficiently."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vR2pT1KTQlzz"
   },
   "source": [
    "## **1.1Problem Statement**\n",
    "\n",
    "*   To predict the characters for given image "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cPpz6ALMT58c"
   },
   "source": [
    "# **1.2 Sources/Useful Links**\n",
    "\n",
    "*   IIIT 5K-word dataset :- http://cvit.iiit.ac.in/research/projects/cvit-projects/the-iiit-5k-word-dataset\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qUF1s0ScWbQa"
   },
   "source": [
    "# **2. Deep Learning Problem**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-WHPQTdwXD27"
   },
   "source": [
    "#**2.1 Performance Metric**\n",
    "\n",
    "*   We have used custom accuracy metric which is the ratio of  total number of character sequence matching for given predicted and groundtruth charcter list divided by total number of character.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mbOHU0ryZfnK"
   },
   "source": [
    "# **3. Exploratory Data Analysis**\n",
    "\n",
    "Since we are using IIIT 5K-word dataset which contain total of 5000 text images with its corresponding Annotation file in the for of .mat format. We have to extract the image with its character strings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "r2OlXxreZHru"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from PIL import Image\n",
    "import cv2\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "%pylab inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import scipy.io"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R-RQwQqbJU0H"
   },
   "source": [
    "##  **Importing .mat file into pythondictionary**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "UTIxTseU0ddG"
   },
   "outputs": [],
   "source": [
    "# Import to a python dictionary\n",
    "mat1 = scipy.io.loadmat('trainCharBound.mat')\n",
    "mat2 = scipy.io.loadmat('testCharBound.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "_yK-vqbZyRt6"
   },
   "outputs": [],
   "source": [
    "dic = {}\n",
    "\n",
    "for i in mat1['trainCharBound'][0]:\n",
    "  dic['/content/drive/MyDrive/data/image_file/images/'+i[0][0][6:]] = i[1][0]\n",
    "\n",
    "for i in mat2['testCharBound'][0]:\n",
    "  dic['/content/drive/MyDrive/data/image_file/images/'+i[0][0][5:]] = i[1][0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "K10ygKa6-csp"
   },
   "outputs": [],
   "source": [
    "#saving dictionary into plk file\n",
    "a_filee = open(\"data.pkl\", \"wb\")\n",
    "pickle. dump(dic, a_filee)\n",
    "a_filee. close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "a_fil = open(\"data.pkl\", \"rb\")\n",
    "output = pickle. load(a_fil)\n",
    "a_fil. close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "WSwb8ZFJIjv7"
   },
   "outputs": [],
   "source": [
    "v = [] #storing word charcter of image into list\n",
    "for file in file_name:\n",
    "  v.append(output['/content/drive/MyDrive/data/image_file/images/'+file])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ymxTcKbc2wxo",
    "outputId": "3a4d69ea-b630-4e93-aca5-d8c170f18168"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5000"
      ]
     },
     "execution_count": 58,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(file_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VArTn27ZI8bw"
   },
   "source": [
    "## **For Model '1' storing image of size 48 * 60 with 3 channels** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "bzqYLiiIHzB9"
   },
   "outputs": [],
   "source": [
    "# for model '1' storing image of size 48 * 60 with 3 channels\n",
    "height , width = 48 , 160 #size to which input image needs to resize\n",
    "\n",
    "file_name = []\n",
    "for infile in os.listdir('images'):\n",
    "    file_name.append(infile)\n",
    "\n",
    "lists = []\n",
    "for file in file_name:\n",
    "  images = tf.io.read_file('/content/drive/MyDrive/data/image_file/images/'+file)\n",
    "  images = tf.image.decode_jpeg(images, channels=3) #Decode a JPEG-encoded image to a uint8 tensor\n",
    "  images = tf.image.resize(images, [height, width]) #resizing image to input shape of model\n",
    "  images = tf.cast(images, tf.float32) / 255.0 # normalizing image\n",
    "  lists.append(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#saving image array list into pkl file\n",
    "files1 = open(\"image_lists1.pkl\", \"wb\")\n",
    "pickle.dump(lists, files1)\n",
    "files1.close() \n",
    "\n",
    "#saving char  list into pkl file\n",
    "files2 = open(\"chars.pkl\", \"wb\")\n",
    "pickle.dump(v, files2)\n",
    "files2.close() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# For Model '2' storing image of size 96 * 96 with 3 channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "CQaA63-SKQki"
   },
   "outputs": [],
   "source": [
    "# for model '2' storing image of size 48 * 60 with 3 channels\n",
    "height , width = 96 , 96      #size to which input image needs to resize\n",
    "\n",
    "file_name = []\n",
    "for infile in os.listdir('images'):\n",
    "    file_name.append(infile)\n",
    "\n",
    "lists = []\n",
    "for file in file_name:\n",
    "  images = tf.io.read_file('/content/drive/MyDrive/data/image_file/images/'+file)\n",
    "  images = tf.image.decode_jpeg(images, channels=3) #Decode a JPEG-encoded image to a uint8 tensor\n",
    "  images = tf.image.resize(images, [height, width]) #resizing image to input shape of model\n",
    "  images = tf.cast(images, tf.float32) / 255.0 # normalizing image\n",
    "  lists.append(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "UoRRdyNpKYVf"
   },
   "outputs": [],
   "source": [
    "#saving image array list into pkl file\n",
    "files1 = open(\"image_lists2.pkl\", \"wb\")\n",
    "pickle.dump(lists, files1)\n",
    "files1.close() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Diplaying Image and its corresponding words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "JCTJJDqxKqd7"
   },
   "outputs": [],
   "source": [
    "import pickle\n",
    "a_fil = open(\"image_lists1.pkl\", \"rb\")\n",
    "lists = pickle.load(a_fil)\n",
    "a_fil.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "a_fil = open(\"data.pkl\", \"rb\")\n",
    "output = pickle. load(a_fil)\n",
    "a_fil. close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "0VLyL4b_LVtc"
   },
   "outputs": [],
   "source": [
    "file_name = []\n",
    "for infile in os.listdir('images'):\n",
    "    file_name.append(infile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "0yvyTyF5KqjC"
   },
   "outputs": [],
   "source": [
    "v = [] #storing word charcter of image into list\n",
    "for file in file_name:\n",
    "  v.append(output['/content/drive/MyDrive/data/image_file/images/'+file])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yqJYTs-QKqnK",
    "outputId": "5ead4ead-f353-4c78-a265-b66f874a84b6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<TensorSliceDataset shapes: ((1, 96, 96, 3), ()), types: (tf.float32, tf.string)>"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = tf.data.Dataset.from_tensor_slices((lists, v))\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "_JWmKiN1Ldda"
   },
   "outputs": [],
   "source": [
    "BUFFER_SIZE = 20000\n",
    "BATCH_SIZE = 1\n",
    "def make_batches(ds):\n",
    "  return (\n",
    "      ds\n",
    "      .cache()\n",
    "      .shuffle(BUFFER_SIZE)\n",
    "      .batch(BATCH_SIZE)\n",
    "      .prefetch(tf.data.AUTOTUNE))\n",
    "\n",
    "\n",
    "\n",
    "train_batches = make_batches(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "PVxYhIaaLdf8",
    "outputId": "33549f08-1481-4bf7-80a5-167299775db9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([b'FM'], shape=(1,), dtype=string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([b'Anson'], shape=(1,), dtype=string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([b'Money'], shape=(1,), dtype=string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([b'HOLLY'], shape=(1,), dtype=string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([b'Cottage'], shape=(1,), dtype=string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for (batch, (inp, tar)) in enumerate(train_batches):\n",
    "  if batch == 5:\n",
    "    break\n",
    "  plt.figure(figsize=(3, 3))        \n",
    "  plt.title('Image' )\n",
    "  plt.imshow(tf.keras.preprocessing.image.array_to_img(inp[0][0]))\n",
    "  print(str(tar))\n",
    "  plt.axis('off')\n",
    "  plt.show()   \n",
    "  "
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "EDA.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
